{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Classifying data with a Linear Support Vector Machines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#load the libraries we have been using\n",
    "import numpy as np      \n",
    "import pandas as pd     \n",
    "import matplotlib.pyplot as plt  #Library for visualization\n",
    "\n",
    "from sklearn import datasets\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "X_w = iris.data[:, :2]  #load the first two features of the iris data \n",
    "y_w = iris.target         #load the target of the iris data\n",
    "\n",
    "#select only the first two classes for both the feature set and target set\n",
    "#the first two classes of the iris dataset: Setosa (0), Versicolour (1)\n",
    "\n",
    "X = X_w[y_w < 2]   \n",
    "y = y_w[y_w < 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xc979860>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Zf7u27e3voPG7ugw7VNUNSf5Va+23k6S19s3W2t/vWMz2t4c5xy+x/R3kx5P8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\nWAAAnQlYAACdCVgAAJ39f+i5NyyInTNyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xad7fbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_0 = X[y == 0]\n",
    "X_1 = X[y == 1]\n",
    "#to visualize within IPython\n",
    "%matplotlib inline            \n",
    "plt.figure(figsize=(10,7))   #change figure-size for easier viewing\n",
    "plt.scatter(X_0[:,0],X_0[:,1], color = 'red')\n",
    "plt.scatter(X_1[:,0],X_1[:,1], color = 'blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7,stratify=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "svm_inst = SVC(kernel='linear')\n",
    "svm_inst.fit(X_train,y_train)\n",
    "y_pred = svm_inst.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "accuracy_score(y_test, y_pred) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0xcf479e8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RDQ7CbhtaEy0tEW1uErW0EPX343g2cjnYkkoRdXYSdXWF50ml4LtcDr5raQnbbG7CN7EY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\n2u7mTbeM9Qcf4F0k1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VO6KiKxlvk9NtaJBGwrse7vB97EemXFxXpsDFhvbNTG+tgx2JW2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/v6xuEwLZjk8/LXkh9u7VR8NwGO/ErnqVCjJdTf6U/fuxT0193/52XZc9e3B2QH0PHbLp3E+e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NnMa+WyDuHNzfATe5BbL9bvv484PToK3/clyzekujSS3D8LkYy11cTmPZDf5/pxtXPU+lzq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\nu5WEy7dAYikAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xceb66a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from itertools import product\n",
    "\n",
    "#Minima and maxima of both features\n",
    "xmin, xmax = np.percentile(X[:, 0], [0, 100])\n",
    "ymin, ymax = np.percentile(X[:, 1], [0, 100])\n",
    "\n",
    "#Grid/Cartesian product with itertools.product\n",
    "test_points = np.array([[xx, yy] for xx, yy in product(np.linspace(xmin, xmax), np.linspace(ymin, ymax))])\n",
    "\n",
    "#Predictions on the grid\n",
    "test_preds = svm_inst.predict(test_points)\n",
    "\n",
    "\n",
    "X_0 = X[y == 0]\n",
    "X_1 = X[y == 1]\n",
    "\n",
    "%matplotlib inline\n",
    "plt.figure(figsize=(10,7))   #change figure-size for easier viewing\n",
    "plt.scatter(X_0[:,0],X_0[:,1], color = 'red')\n",
    "plt.scatter(X_1[:,0],X_1[:,1], color = 'blue')\n",
    "\n",
    "colors = np.array(['r', 'b'])\n",
    "plt.scatter(test_points[:, 0], test_points[:, 1], color=colors[test_preds], alpha=0.25)\n",
    "plt.scatter(X[:, 0], X[:, 1], color=colors[y])\n",
    "plt.title(\"Linearly-separated classes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 2.22246001, -2.2213921 ]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svm_inst.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-5.00384439])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svm_inst.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto', kernel='linear',\n",
       "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "  tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svm_inst"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
